room.id name host.id
1 29332969 Huge Apt in EXCELLENT LOCATION - HELLS KITCHEN 28214995
2 29485421 Sunny Brooklyn Duplex 9503685
3 29605532 Serene art-filled apartment near Prospect Park 2681144
4 29606105 Le Chateau 22307859
5 29626161 Sunny room in UWS, Columbia,Central Park 222285897
6 29632401 Modern Studio near Train, Private Entrance 59808986
neighbourhood room.type room.price minimum.nights
1 Hell's Kitchen Entire home/apt 350 2
2 Bedford-Stuyvesant Entire home/apt 150 2
3 Flatbush Entire home/apt 81 10
4 Canarsie Private room 70 3
5 Morningside Heights Private room 85 1
6 East Flatbush Entire home/apt 110 1
number.of.reviews date.last.review number.of.reviews.per.month
1 17 2020-01-01 0.83
2 3 2019-01-04 0.15
3 21 2019-12-18 1.10
4 3 2020-01-04 0.15
5 72 2020-05-31 3.52
6 49 2020-02-16 2.39
rooms.rent.by.the.host availibility updated.date city country
1 1 179 2020-07-07 New-york-city United states
2 2 0 2020-07-07 New-york-city United states
3 1 0 2020-07-07 New-york-city United states
4 3 341 2020-07-07 New-york-city United states
5 5 177 2020-07-07 New-york-city United states
6 3 157 2020-07-07 New-york-city United states
latitude longitude location
1 40.75950 -73.99274 United states, New-york-city, Hell's Kitchen
2 40.69119 -73.94279 United states, New-york-city, Bedford-Stuyvesant
3 40.65153 -73.95856 United states, New-york-city, Flatbush
4 40.63612 -73.89421 United states, New-york-city, Canarsie
5 40.80497 -73.96277 United states, New-york-city, Morningside Heights
6 40.64840 -73.94610 United states, New-york-city, East Flatbush
Taking a quick look at this box plot, it tells us about the spread and median prices for different types of rooms. Entire homes or apartments have the widest price range and the highest median price, while shared rooms are the cheapest and have less variation in price. The dots outside the main plot show the outliers, which are unusually high or low prices compared to the rest. It’s interesting to note that we see quite a few outliers for entire homes and private rooms.